Qdrant RAG Pipeline Engineering
Dense + sparse hybrid search with cross-encoder reranking and payload filters.
Problem Addressed
The model answers confidently but pulls the wrong context.
Local Paid Acquisition Engineering
Engineered ROAS systems for Paid Acquisition Engineering teams in Third Ward — not spray-and-pray media buying.
Market signal
Creative fatigue hits faster in competitive Milwaukee County auctions.
Local proof
Market signal
Objection handler
Jumpstart Scaling · Operating system
Performance media buying engineered for maximum ROAS across Google, Meta, TikTok, and LinkedIn for businesses dominating Milwaukee.
Most brands treat paid acquisition like gambling. They launch untested creatives, manually scale budgets, and pray for predictability. This approach leads to creative fatigue, auction competition, and diminishing returns.
The average brand sees ROAS drop 40-60% within 3 months of scaling due to unaddressed variance.
”Traditional agencies operate on artistry, not engineering.”
Three rigorous phases to eliminate scaling variance.
Controlled multivariate testing with statistical thresholds. Server-side CAPI from day one. Winners advance only after MER thresholds are met.
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Aggressive iteration on proven angles. Creative refresh systems for infinite variations and high-LTV audience expansion.
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Unlimited budget ramp with margin protection. Advanced bidding strategies lock in auction dominance and 5-10x ROAS.
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See how small improvements compound into massive profit.
Avg ROAS Improvement
Cost Per Lead Reduction
Client Retention
Traditional agencies deliver campaigns. We deliver infrastructure. Campaigns produce temporary spikes. Infrastructure produces compounding returns.
When you engineer acquisition, every dollar spent builds on the previous dollar. Attribution is accurate. Scaling decisions are data-driven rather than hopeful.
Engineered acquisition turns paid media from an expense into a compounding asset.
Milwaukee, WI
A structured Paid Acquisition operating brief for The Scaling Founder teams in Milwaukee.
Milwaukee, WI
A structured Paid Acquisition operating brief for The High-End Agency Owner teams in Milwaukee.
Milwaukee, WI
A structured Paid Acquisition operating brief for The E-commerce High-Roller teams in Milwaukee.
Milwaukee, WI
A structured Paid Acquisition operating brief for The SaaS Founder teams in Milwaukee.
Milwaukee, WI
A structured Paid Acquisition operating brief for The Digital Course Creator teams in Milwaukee.
Verified revenue control planes tailored to the regulatory, market density, and unit economic constraints of active regional metropolitan markets.
Engineered revenue infrastructure for scaling operators in Salt Lake County. Deploying sub-second routing and closed-loop attribution near Temple Square.
Engineered revenue infrastructure for scaling operators in Jefferson County. Deploying sub-second routing and closed-loop attribution near Churchill Downs.
Engineered revenue infrastructure for scaling operators in Hillsborough County. Deploying sub-second routing and closed-loop attribution near Tampa Riverwalk.
Engineered revenue infrastructure for scaling operators in St. Louis City. Deploying sub-second routing and closed-loop attribution near Gateway Arch.
Engineered revenue infrastructure for scaling operators in Wake County / Durham County. Deploying sub-second routing and closed-loop attribution near Duke University.
Engineered revenue infrastructure for scaling operators in Los Angeles County. Deploying sub-second routing and closed-loop attribution near Hollywood Sign.
Autonomous workflows, vector intelligence, and memory-safe systems built to scale business operations without fragility.
Dense + sparse hybrid search with cross-encoder reranking and payload filters.
Problem Addressed
The model answers confidently but pulls the wrong context.
Schema indexing, write-path replication, and sub-second analytical queries.
Deterministic Tokio worker pools and event-driven control plane loops.
Problem Addressed
The orchestration logic is hidden inside prompts or scattered helpers.
Zero-copy deserialization engines sustaining 50,000+ RPS with flat p99s.
Problem Addressed
Retrieval logic is scattered across scripts, notebooks, and temporary endpoints.
Scalar quantization, on-disk payload storage, and SIMD hardware acceleration.
Problem Addressed
Search latency changes unpredictably.
Refactor fragile prototypes into production-grade, typed architectures.
Deterministic Architecture Discovery: Showing specialized subsystems suited to your active workflow context.